A practitioner framework for evaluating AI agents: a 21-point scorecard across 7 pillars (completion, accuracy, tool use, trajectory, reliability, latency/cost, safety), a three-test loop you can run in an afternoon, an interactive calculator, and a comparison of every major eval tool in 2026. Built for U.S. teams shipping agents at small and mid-sized companies.